resume
long story short
data scientist and architect for artificial intelligence-infused systems at Microsoft with extensive hands-on experience ranging from envisioning and scoping use cases to data analysis, machine learning model development, and production deployment.
professional experience
- 2018/10 - today
- delivery data scientist / architect for ai systems; microsoft, berlin (germany)
part of consulting services working with strategic enterprise customers
- scoped and developed multiple artificial intelligence-infused systems and tools, focused on machine learning and software engineering
- programmatic drive of intellectual property re-use across the company
- speaker at worldwide developer community and business events
- created data science demos (voice bots, support ticket classification, image recognition) which helped to generate over three million dollars in revenue
- joined microsoft via the international “aspire” fast-track program that places fresh graduates in senior positions and leadership trainings across the world
projects
- co-developed python-based end-to-end solution verseagility for custom natural language processing tasks including classification, named entity recognition, question-answering, summarization and machine reading comprehension. The toolkit helped to reduce implementation efforts to reach go-live stage by 60% within multiple customer engagements
- Developed custom, voice-based post-processing for German car license plates using named entity recognition within in a large-scale voice bot solution (1.000.000 calls per year, recognition score of > 90%)
- Implemented training data generator for natural language understanding units to enhance recognition quality in specific domains
- Developed solution accelerator glue for language-based use cases with azure cognitive services, enabling customers and developers to conduct end-to-end batch testing of interconnected services and models
- Co-created open source data labeling tool uplabel, including active learning feature and labeler performance metrics to iteratively enhance data label quality for natural language processing use cases
- other than that, i used to work as …
- freelance web developer
- working student @ kpmg (forensic data analytics)
- working student @ aperto (an ibm company) (content management)
education
- 2015 - 2018
- master of science - information systems & data science; humboldt-university of berlin (germany)
- areas of study: data science and machine learning, human-computer-interaction, customer analytics and insights
- master thesis: topic-oriented customer sentiment detection based of textual product reviews
- 2017
- semester abroad; unversity of social sciences and humanities, hanoi (việt nam)
- areas of study: sociology, statistics, history
- conducted group research project on lgbt-acceptance in vietnam, including a survey for data collection and statistical analysis using r
- 2011 - 2014
- bachelor of science - information systems; baden-wuerremberg cooperative state university, stuttgart (germany)
- dual studies with practical experience at deutsche rentenversicherung baden-wuerttemberg (german national pension fund)
- areas of study: application management, database systems
- bachelor thesis: conception of a high-availability monitoring system solution using the example of nagios
awards & achievements
- 2021/06
- microsoft machine learning, ai and data science conference (mlads); speaker at global event in redmond (wa, us)
- co-led tutorial session on privacy-preserving analytics and machine learning with differential privacy, covering microsoft’s project smartnoise
- 2020/06
- microsoft machine learning, ai and data science conference (mlads); speaker at global event in redmond (wa, us)
- led and moderated discussion about the co-developed, python-based toolkit verseagility for end-to-end natural language processing tasks and presented typical customer scenarios in this field
- 2019/11
- microsoft transformation award winner
- led a social impact initiative which aims to make seniors feel more ready and included in an increasingly digital world
- provided seniors with hands-on practice with smartphones and computers
- established as recurring annual event
- 2019/06
- microsoft machine learning, ai and data science conference (mlads); speaker at global event in redmond (wa, us)
- conducted practical lab and poster session about the tool uplabel and field insights on data labeling tasks
- 2019/07
- microsoft transformation award winner
- technical lead of organization team for a company-wide hackathon
- included 38 hackathon cases, engaging 1,500 employees and 130 customers
social activities
- 2017 - 2018
- humboldt-university of berlin; buddy for incoming, international exchange students
- 2017 - 2018
- aiesec in germany; voluntary member, responsible for marketing and compliance-related topics
- 2017 - 2017
- german language teacher in việt nam; voluntary language tutor for a visually impaired student
- 2013 - today
- snkrgks sneakerblog; founder and owner of a sneaker culture weblog
skills & stuff
- programming
- proficient:
- python, r, sql
familiar:
- html/css, react, typescript, unix
- methods / platforms/ tools
- azure, ci/cd, devops, google cloud platform, docker, git, infrastructure as code, kubernetes, nosql, pytorch, spark, tensorflow, transformers
- certifications
- languages
- german (native)
- english (c2)
- french (b1)
- spanish (just started :))